McElveen is a surname. Notable people with the surname include:
Bubba McElveen (1928–2006), American politician Jermaine McElveen (born 1984), Canadian football player Joe McElveen (born 1946), American politician Pryor McElveen (1881–1951), American baseball player Thomas McElveen (born 1978), American politician